Dataset: Existing NAS approaches show that the test accuracy of CNNs on CIFAR-10 dataset can indicate the test accuracy on other datasets, such as ImageNet [1]}. Hence, similar to most of the NAS approaches, we use CIFAR-10 as the primary dataset. Moreover, we also evaluate our framework on CIFAR-100 and Tiny-ImageNetTiny-ImageNet is a downscaled-version ImageNet dataset with 64x64 resolution and 200 classes [2]}. For more details, please check: http://cs231n.stanford.edu/tiny-imagenet-200.zip to demonstrate the generality of our proposed metric NN-Degree and accuracy predictor.
